Meaning & use

explanatory variable

noun·Academictechnicalmathematics

Last updated

UK/ɪkˈsplæn.ə.tri ˈveə.ri.ə.bəl/
US/ɪkˈsplæn.ə.tɔːr.i ˈver.i.ə.bəl/

Meaning

  1. nouncountablemathematics

    A variable that is used to predict or account for changes in another variable in a statistical model or study.

    Grammar: A countable noun: a model may have several explanatory variables.

    Patterns

    • explanatory variable for something

    In the study, hours of sleep was the explanatory variable and test score the response.

    The model adds age as a second explanatory variable.

    A scatter plot places the explanatory variable on the horizontal axis.

Word forms

pluralexplanatory variables

Common combinations

choose an explanatory variable
Choose an explanatory variable before fitting the line.
response and explanatory variable
Label the response and explanatory variable on the graph.
multiple explanatory variables
The model includes multiple explanatory variables.
categorical explanatory variable
Gender is a categorical explanatory variable in the analysis.

Synonyms and how they differ

independent variable
Independent variable is used mostly in experiments, where the researcher controls it, while explanatory suits observational studies.
predictor
Predictor stresses forecasting an outcome, and is the common word in regression.
regressor
Regressor is more technical and mostly used in econometrics.
covariate
A covariate is usually an extra variable to adjust for, rather than the main one of interest.

Opposites

response variabledependent variable

Word family

explain verb
to make clear or account for
explanatory adjective
serving to explain
variable noun
a quantity that can change
variability noun
the degree of change

Commonly confused: explanatory variable or response variable?

explanatory variable vs response variable

The response variable is the outcome being measured, while the explanatory variable is what is used to explain or predict it.

Practice

In a study of whether study time affects exam score, which is the explanatory variable?

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